Africa · Cyber Threat Intelligence
Collection
A curated collection of machine-learning ready datasets for cybersecurity threat detection, intelligence, and research. • 57 items • Updated
record_id large_string | intelligence_source large_string | intelligence_source_url large_string | country large_string | ransomware_family large_string | attack_vector large_string | target_app_type large_string | android_version large_string | device_brand large_string | mobile_network large_string | ransom_demand_category large_string | ransom_demand_usd int64 | payment_method large_string | encrypted_files_count int64 | contacts_encrypted int64 | photos_encrypted int64 | messages_encrypted int64 | app_data_encrypted int64 | sd_card_encrypted int64 | cloud_backup_encrypted int64 | device_locked_screen int64 | pin_changed int64 | factory_reset_blocked int64 | safe_mode_blocked int64 | accessibility_service_abuse int64 | overlay_attack int64 | keylogger_active int64 | credential_harvesting int64 | banking_credential_stolen int64 | mobile_money_pin_stolen int64 | cryptocurrency_seed_stolen int64 | two_factor_codes_intercepted int64 | ransom_note_language large_string | time_limit_hours int64 | data_leak_threat int64 | data_already_exfiltrated int64 | double_extortion int64 | triple_extortion int64 | ddos_threat int64 | contact_list_threat int64 | social_media_shaming_threat int64 | fake_law_enforcement_message int64 | fake_antivirus_ransom int64 | is_business int64 | is_individual int64 | business_size large_string | is_mobile_money_agent int64 | is_business_owner int64 | is_government_employee int64 | is_journalist int64 | is_hr_professional int64 | devices_infected_count int64 | google_play_protect_enabled int64 | third_party_av_installed int64 | device_rooted int64 | oem_updates_disabled int64 | unknown_sources_enabled int64 | developer_options_enabled int64 | backup_enabled int64 | cloud_sync_enabled int64 | mdm_enrolled int64 | biometric_lock int64 | app_pin_set int64 | os_patch_current int64 | security_patch_over_1_year int64 | sideloaded_apps_present int64 | pirated_app_installed int64 | usb_debugging_enabled int64 | data_recovery_possible int64 | ransom_paid int64 | ransom_paid_amount int64 | financial_loss_total int64 | business_interruption_hours int64 | reputational_damage int64 | customer_data_lost int64 | regulatory_report_required int64 | detected int64 | time_to_detect_hours int64 | detected_by large_string | ransomware_removed int64 | data_restored_from_backup int64 | device_factory_reset int64 | police_report_filed int64 | bank_account_frozen int64 | mobile_money_account_blocked int64 | sim_card_replaced int64 | label int64 | is_synthetic int64 | log_encrypted_files float64 | contacts_encrypted.1 int64 | photos_encrypted.1 int64 | messages_encrypted.1 int64 | app_data_encrypted.1 int64 | sd_card_encrypted.1 int64 | cloud_backup_encrypted.1 int64 | total_encryption_score int64 | deep_encryption int64 | full_device_encryption int64 | device_locked int64 | pin_changed.1 int64 | factory_reset_blocked.1 int64 | safe_mode_blocked.1 int64 | accessibility_abuse int64 | overlay_attack.1 int64 | keylogger_active.1 int64 | persistence_score int64 | aggressive_persistence int64 | screen_lock_ransom int64 | credential_harvesting.1 int64 | banking_credential_stolen.1 int64 | mobile_money_pin_stolen.1 int64 | cryptocurrency_seed_stolen.1 int64 | two_factor_codes_intercepted.1 int64 | financial_credential_theft int64 | multi_factor_bypass int64 | total_credential_theft int64 | data_leak_threat.1 int64 | data_exfiltrated int64 | double_extortion.1 int64 | triple_extortion.1 int64 | ddos_threat.1 int64 | contact_list_threat.1 int64 | social_media_shaming_threat.1 int64 | fake_law_enforcement_message.1 int64 | fake_antivirus_ransom.1 int64 | time_limit_hours.1 int64 | has_time_limit int64 | extortion_sophistication_score int64 | advanced_extortion int64 | psychological_pressure int64 | is_business.1 int64 | is_individual.1 int64 | is_mobile_money_agent.1 int64 | is_business_owner.1 int64 | is_government_employee.1 int64 | is_journalist.1 int64 | is_hr_professional.1 int64 | devices_infected int64 | log_devices_infected float64 | high_value_target int64 | business_target int64 | mass_infection int64 | micro_business int64 | sme_target int64 | google_play_protect int64 | third_party_av int64 | device_rooted.1 int64 | oem_updates_disabled.1 int64 | unknown_sources int64 | developer_options int64 | backup_enabled.1 int64 | cloud_sync int64 | mdm_enrolled.1 int64 | biometric_lock.1 int64 | app_pin_set.1 int64 | patch_current int64 | patch_old int64 | sideloaded_apps int64 | pirated_app int64 | usb_debugging int64 | security_posture_score int64 | vulnerability_score int64 | highly_vulnerable int64 | well_protected int64 | no_protection int64 | ransom_demand_usd.1 int64 | log_demand float64 | ransom_paid.1 int64 | ransom_paid_amount.1 int64 | financial_loss_total.1 int64 | business_interruption_hours.1 int64 | reputational_damage.1 int64 | customer_data_lost.1 int64 | regulatory_report_required.1 int64 | high_demand int64 | extortionate_demand int64 | paid_in_full int64 | partial_payment int64 | financial_impact_severe int64 | detected.1 int64 | quick_detection int64 | slow_detection int64 | undetected int64 | ransomware_removed.1 int64 | data_restored_from_backup.1 int64 | device_factory_reset.1 int64 | police_report_filed.1 int64 | bank_account_frozen.1 int64 | mobile_money_account_blocked.1 int64 | sim_card_replaced.1 int64 | effective_response int64 | victim_self_help int64 | financial_containment int64 | reported_to_authorities int64 | detected_by_av int64 | detected_by_user int64 | detected_by_carrier int64 | detected_by_bank int64 | detected_by_mdm int64 | family_screen_lock int64 | family_credential_stealer int64 | family_african_variant int64 | family_spyware_ransom int64 | family_none int64 | vector_app_store int64 | vector_sideload int64 | vector_smishing int64 | vector_whatsapp int64 | vector_telegram int64 | vector_fake_update int64 | vector_ad_network int64 | vector_usb int64 | vector_none int64 | target_mobile_banking int64 | target_mobile_money int64 | target_social int64 | target_messaging int64 | target_crypto int64 | target_enterprise int64 | target_gov int64 | brand_transsion int64 | brand_samsung int64 | brand_huawei int64 | brand_apple int64 | brand_chinese int64 | android_old int64 | android_custom_rom int64 | no_updates_brand int64 | is_west_africa int64 | is_east_africa int64 | is_southern_africa int64 | is_north_africa int64 | high_mobile_money_country int64 | payment_crypto int64 | payment_mobile_money int64 | payment_gift_cards int64 | payment_bank int64 | payment_none int64 | mobile_ransomware_threat_score int64 | mobile_vulnerability_score int64 | mobile_response_effectiveness int64 |
|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|---|
MOBR001501 | INTERPOL Africa Cyberthreat Assessment 2025 | https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa | Egypt | SharkBot | smishing_sms_link | mobile_banking | Android 11 | Samsung | Movitel | large_500_2000_usd | 1,722 | cryptocurrency_mixing_service | 3 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | french | 96 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | small | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 431 | 336 | 0 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.48 | 0 | 1 | 1 | 1 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 96 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 6 | 4 | 1 | 1 | 0 | 1,722 | 3.24 | 0 | 0 | 431 | 336 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 17 | 16 | -4 |
MOBR002586 | ESET Threat Report 2024 Android | https://www.welivesecurity.com/ | Kenya | MpendaLocker | malicious_app_store | cryptocurrency_wallet | Android 8 | Samsung | Djezzy | very_large_2000_10000_usd | 8,589 | bank_transfer | 4,308 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | swahili | 96 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | none | 0 | 0 | 0 | 1 | 0 | 3 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 6,359 | 0 | 0 | 0 | 1 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3.63 | 1 | 1 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 96 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 3 | 0.48 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 3 | 4 | 1 | 0 | 0 | 8,589 | 3.93 | 0 | 0 | 6,359 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 17 | 21 | -4 |
MOBR002653 | INTERPOL Africa Cyberthreat Assessment 2025 | https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa | South Africa | MpendaLocker | whatsapp_message_link | messaging_app | Android 6 | Tecno | 9mobile | very_large_2000_10000_usd | 4,484 | monero | 15 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | swahili | 168 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | none | 0 | 0 | 0 | 0 | 0 | 5 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1,473 | 0 | 1 | 1 | 1 | 1 | 1 | antivirus_detection | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1.18 | 0 | 1 | 1 | 1 | 1 | 1 | 5 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 168 | 1 | 2 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 5 | 0.7 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 3 | 2 | 0 | 0 | 0 | 4,484 | 3.65 | 0 | 0 | 1,473 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 20 | 13 | 4 |
MOBR001055 | Check Point Mobile Security Report 2024 | https://www.checkpoint.com/cyber-hub/threat-prevention/what-is-mobile-security/ | Ghana | LockerPin | malicious_app_store | government_services_app | Android 10 | Oppo | Vodacom | crypto_denominated | 22,101 | mobile_money | 2,180 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | multilingual | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | large | 0 | 0 | 1 | 0 | 0 | 3 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 7,790 | 168 | 0 | 1 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3.34 | 0 | 1 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 4 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 3 | 0.48 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 3 | 4 | 1 | 0 | 0 | 22,101 | 4.34 | 0 | 0 | 7,790 | 168 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 27 | 21 | -7 |
MOBR000705 | ESET Threat Report 2024 Android | https://www.welivesecurity.com/ | Ethiopia | TeaBot_variant_africa | sideloaded_apk_whatsapp | mobile_money_wallet | Android 11 | Xiaomi | Djezzy | extortionate_10000_plus | 54,442 | airtime_topup | 6 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | arabic | 48 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | none | 0 | 0 | 0 | 1 | 1 | 100 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 22,226 | 0 | 1 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.78 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 48 | 1 | 3 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 100 | 2 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 3 | 4 | 1 | 0 | 0 | 54,442 | 4.74 | 0 | 0 | 22,226 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 21 | 21 | -4 |
MOBR000106 | Sophos State of Ransomware 2024 | https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/ | Algeria | Simplocker | malicious_app_store | mobile_banking | Android 13 | Infinix | Airtel | medium_100_500_usd | 197 | cryptocurrency_mixing_service | 52 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | local_language | 96 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | sole_trader | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 161 | 505 | 72 | 1 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1.72 | 0 | 1 | 1 | 1 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 4 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 96 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 4 | 2 | 0 | 0 | 0 | 197 | 2.29 | 1 | 161 | 505 | 72 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 15 | 11 | -7 |
MOBR000589 | Check Point Mobile Security Report 2024 | https://www.checkpoint.com/cyber-hub/threat-prevention/what-is-mobile-security/ | Zimbabwe | Anubis | whatsapp_message_link | social_media | Android 10 | Tecno | Zamtel | small_under_100_usd | 61 | bank_transfer | 498 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | arabic | 96 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | none | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 29 | 61 | 0 | 1 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2.7 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 96 | 1 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 0.3 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 7 | 3 | 0 | 1 | 0 | 61 | 1.79 | 1 | 29 | 61 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 17 | 10 | -7 |
MOBR002468 | Check Point Mobile Security Report 2024 | https://www.checkpoint.com/cyber-hub/threat-prevention/what-is-mobile-security/ | Cameroon | WhatsAppBizLocker | whatsapp_message_link | government_services_app | Android 5 | Motorola | Orange | crypto_denominated | 29,536 | monero | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | multilingual | 168 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | none | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 16,324 | 0 | 0 | 0 | 0 | 1 | 68 | social_media_shaming | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 4 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 168 | 1 | 2 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 3 | 0.48 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 2 | 4 | 1 | 0 | 0 | 29,536 | 4.47 | 0 | 0 | 16,324 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 21 | 23 | 9 |
MOBR002413 | ESET Threat Report 2024 Android | https://www.welivesecurity.com/ | Tunisia | Svpeng | sideloaded_apk_whatsapp | social_media | Android 12 | Huawei | Telecel | small_under_100_usd | 91 | monero | 86 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | multilingual | 96 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | sole_trader | 1 | 1 | 0 | 0 | 0 | 100 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 23 | 201 | 72 | 1 | 0 | 0 | 1 | 1 | bank_fraud_monitoring | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1.93 | 0 | 1 | 1 | 1 | 0 | 0 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 3 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 96 | 1 | 3 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 100 | 2 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 91 | 1.96 | 1 | 23 | 201 | 72 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 30 | 9 | 2 |
MOBR001600 | Kaspersky Mobile Malware Report 2024 | https://www.kaspersky.com/about/press-releases | Ghana | CryCryptor | smishing_sms_link | enterprise_email | Android 10 | Realme | Zamtel | extortionate_10000_plus | 97,625 | monero | 2,903 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | local_language | 168 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | large | 0 | 1 | 0 | 1 | 1 | 5 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 29,545 | 336 | 0 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3.46 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 2 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 168 | 1 | 2 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 5 | 0.7 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 2 | 3 | 0 | 0 | 0 | 97,625 | 4.99 | 0 | 0 | 29,545 | 336 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 18 | 11 | -4 |
MOBR002464 | INTERPOL Africa Cyberthreat Assessment 2025 | https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa | Kenya | Simplocker | fake_mobile_money_app | mobile_banking | Android 11 | Infinix | Vodacom | very_large_2000_10000_usd | 9,203 | bank_transfer | 4,392 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | swahili | 72 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | none | 1 | 0 | 0 | 0 | 0 | 2 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 5,965 | 19,629 | 0 | 0 | 0 | 0 | 1 | 11 | friend_colleague_report | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 3.64 | 0 | 0 | 1 | 1 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 3 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 72 | 1 | 3 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 2 | 0.3 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 7 | 1 | 0 | 1 | 0 | 9,203 | 3.96 | 1 | 5,965 | 19,629 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 24 | 5 | 1 |
MOBR000228 | Kaspersky Mobile Malware Report 2024 | https://www.kaspersky.com/about/press-releases | South Africa | CryCryptor | whatsapp_message_link | health_app | Android 7 | Tecno | Airtel | extortionate_10000_plus | 44,012 | bank_transfer | 3,803 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | swahili | 96 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | micro | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 39,038 | 48 | 0 | 0 | 0 | 1 | 93 | law_enforcement | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 3.58 | 1 | 1 | 1 | 1 | 1 | 0 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 96 | 1 | 2 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 3 | 4 | 1 | 0 | 0 | 44,012 | 4.64 | 0 | 0 | 39,038 | 48 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 20 | 23 | 2 |
MOBR000915 | Kaspersky Mobile Malware Report 2024 | https://www.kaspersky.com/about/press-releases | Egypt | Pegasus_mobile_ransom | fake_mobile_money_app | messaging_app | Android 6 | Oppo | Airtel | large_500_2000_usd | 888 | cryptocurrency_mixing_service | 4,871 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | swahili | 168 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | micro | 0 | 1 | 0 | 1 | 0 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 731 | 336 | 0 | 1 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3.69 | 1 | 1 | 1 | 1 | 0 | 0 | 4 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 2 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 168 | 1 | 3 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 5 | 0.7 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 6 | 3 | 0 | 1 | 0 | 888 | 2.95 | 0 | 0 | 731 | 336 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 26 | 10 | -7 |
MOBR000794 | Kaspersky Mobile Malware Report 2024 | https://www.kaspersky.com/about/press-releases | South Africa | MalLocker | qr_code_malicious_app | cryptocurrency_wallet | Android 13 | Huawei | 9mobile | very_large_2000_10000_usd | 2,916 | cash_via_agent | 199 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | multilingual | 48 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | small | 0 | 1 | 0 | 1 | 0 | 5 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 883 | 7,788 | 0 | 1 | 1 | 0 | 1 | 129 | law_enforcement | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 2.3 | 0 | 0 | 1 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 5 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 2 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 48 | 1 | 2 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 5 | 0.7 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4 | 3 | 0 | 0 | 0 | 2,916 | 3.46 | 1 | 883 | 7,788 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 32 | 12 | 0 |
MOBR003021 | Sophos State of Ransomware 2024 | https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/ | South Africa | SideloadEncryptor | usb_sideloading | ride_hailing_app | Android 14 | Xiaomi | Safaricom | small_under_100_usd | 76 | bitcoin | 563 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | arabic | 72 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | large | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 45 | 110 | 168 | 0 | 1 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2.75 | 1 | 0 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 3 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 72 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 2 | 0.3 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 3 | 2 | 0 | 0 | 0 | 76 | 1.88 | 1 | 45 | 110 | 168 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 21 | 9 | -10 |
MOBR003543 | Sophos State of Ransomware 2024 | https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/ | Egypt | Pletor | telegram_channel_apk | social_media | Android 9 | Realme | Orange | very_large_2000_10000_usd | 6,367 | crypto_wallet_drain | 9 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | local_language | 96 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | micro | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 3,931 | 0 | 0 | 1 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.95 | 0 | 0 | 1 | 0 | 1 | 0 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 2 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 96 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 7 | 5 | 1 | 1 | 0 | 6,367 | 3.8 | 0 | 0 | 3,931 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 18 | 21 | -7 |
MOBR001073 | Kaspersky Mobile Malware Report 2024 | https://www.kaspersky.com/about/press-releases | Uganda | Koler | malicious_app_store | ecommerce_app | Android 5 | Infinix | Orange | crypto_denominated | 32,360 | monero | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | local_language | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | none | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 4,118 | 0 | 1 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 2 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 2 | 2 | 0 | 0 | 0 | 32,360 | 4.51 | 0 | 0 | 4,118 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 22 | 10 | -4 |
MOBR003351 | Check Point Mobile Security Report 2024 | https://www.checkpoint.com/cyber-hub/threat-prevention/what-is-mobile-security/ | Uganda | Svpeng | whatsapp_message_link | government_services_app | Android 9 | Realme | Maroc_Telecom | small_under_100_usd | 48 | bitcoin | 196 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | swahili | 168 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | none | 0 | 1 | 0 | 0 | 1 | 5 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 30 | 88 | 0 | 1 | 1 | 0 | 1 | 1 | user_reported | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2.29 | 0 | 1 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 168 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 5 | 0.7 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 5 | 2 | 0 | 1 | 0 | 48 | 1.68 | 1 | 30 | 88 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 14 | 5 | -3 |
MOBR001744 | INTERPOL Africa Cyberthreat Assessment 2025 | https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa | Ghana | Anubis | qr_code_malicious_app | mobile_banking | Android 11 | Tecno | Orange | large_500_2000_usd | 1,848 | bitcoin | 5 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | swahili | 24 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | none | 0 | 1 | 0 | 0 | 0 | 10 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1,680 | 5,291 | 0 | 0 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.7 | 1 | 0 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 24 | 1 | 4 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 10 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 2 | 3 | 0 | 0 | 0 | 1,848 | 3.27 | 1 | 1,680 | 5,291 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 25 | 13 | -7 |
MOBR001084 | Check Point Mobile Security Report 2024 | https://www.checkpoint.com/cyber-hub/threat-prevention/what-is-mobile-security/ | Kenya | Cerberus | whatsapp_message_link | social_media | Android 8 | Infinix | MTN | very_large_2000_10000_usd | 3,679 | mobile_money | 30 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | french | 48 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | none | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 2,991 | 0 | 0 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1.48 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 48 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 3 | 3 | 0 | 0 | 0 | 3,679 | 3.57 | 0 | 0 | 2,991 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 14 | 14 | -4 |
MOBR000926 | ESET Threat Report 2024 Android | https://www.welivesecurity.com/ | Cameroon | Alien | malicious_app_store | messaging_app | Android 11 | Samsung | Airtel | crypto_denominated | 39,471 | bank_transfer | 2,080 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | arabic | 72 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | large | 1 | 1 | 0 | 0 | 1 | 2 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 30,416 | 0 | 1 | 1 | 0 | 1 | 94 | mdm_alert | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 3.32 | 1 | 1 | 0 | 1 | 0 | 0 | 3 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 72 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 2 | 0.3 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 6 | 3 | 0 | 1 | 0 | 39,471 | 4.6 | 0 | 0 | 30,416 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 23 | 11 | -3 |
MOBR003049 | Check Point Mobile Security Report 2024 | https://www.checkpoint.com/cyber-hub/threat-prevention/what-is-mobile-security/ | Senegal | Anubis | smishing_sms_link | mobile_banking | Android 10 | Samsung | Orange | small_under_100_usd | 35 | cryptocurrency_mixing_service | 3 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | portuguese | 168 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | large | 0 | 0 | 0 | 1 | 1 | 100 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 1 | 0 | 89 | 72 | 1 | 0 | 1 | 1 | 100 | bank_fraud_monitoring | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0.48 | 1 | 0 | 1 | 1 | 0 | 0 | 3 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 3 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 168 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 100 | 2 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 4 | 4 | 1 | 0 | 0 | 35 | 1.54 | 1 | 0 | 89 | 72 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 19 | 18 | -3 |
MOBR001117 | Sophos State of Ransomware 2024 | https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/ | South Africa | CryCryptor | fake_update_notification | mobile_money_wallet | Android 10 | Itel | Airtel | medium_100_500_usd | 209 | cryptocurrency_mixing_service | 10 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | english | 48 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | sole_trader | 0 | 0 | 0 | 0 | 1 | 2 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 98 | 24 | 0 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 3 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 48 | 1 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 2 | 0.3 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 4 | 4 | 1 | 0 | 0 | 209 | 2.32 | 0 | 0 | 98 | 24 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 20 | 21 | -4 |
MOBR000642 | INTERPOL Africa Cyberthreat Assessment 2025 | https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa | Cote d'Ivoire | Pletor | malicious_app_store | messaging_app | Android 11 | Itel | Zamtel | small_under_100_usd | 85 | bank_transfer | 4,018 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | local_language | 96 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | medium | 0 | 0 | 0 | 0 | 0 | 10 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 19 | 195 | 0 | 0 | 0 | 0 | 1 | 14 | antivirus_detection | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 3.6 | 0 | 1 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 96 | 1 | 4 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 10 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 2 | 5 | 1 | 0 | 0 | 85 | 1.93 | 1 | 19 | 195 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 18 | 24 | 2 |
MOBR004767 | Check Point Mobile Security Report 2024 | https://www.checkpoint.com/cyber-hub/threat-prevention/what-is-mobile-security/ | Kenya | CryCryptor | smishing_sms_link | social_media | Android 13 | Nokia | Airtel | medium_100_500_usd | 172 | monero | 3 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | local_language | 96 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | sole_trader | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 22 | 237 | 0 | 0 | 0 | 0 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0.48 | 0 | 1 | 1 | 1 | 0 | 0 | 3 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 3 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 96 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 5 | 4 | 1 | 1 | 0 | 172 | 2.24 | 1 | 22 | 237 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 17 | 18 | -7 |
MOBR000501 | INTERPOL Africa Cyberthreat Assessment 2025 | https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa | South Africa | OPayStealer_Ransom | fake_update_notification | mobile_money_wallet | Android 6 | Motorola | Africell | small_under_100_usd | 26 | prepaid_cards | 354 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | english | 48 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | medium | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 1 | 6 | 30 | 48 | 0 | 0 | 0 | 1 | 85 | google_play_protect | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2.55 | 0 | 1 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 3 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 48 | 1 | 3 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 6 | 4 | 1 | 1 | 0 | 26 | 1.41 | 1 | 6 | 30 | 48 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 26 | 17 | -3 |
MOBR004066 | ESET Threat Report 2024 Android | https://www.welivesecurity.com/ | Nigeria | Pletor | sideloaded_apk_whatsapp | social_media | Android 11 | Nokia | Orange | very_large_2000_10000_usd | 2,200 | bank_transfer | 412 | 0 | 1 | 0 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | arabic | 168 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | small | 0 | 1 | 0 | 1 | 0 | 5 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1,436 | 5,645 | 0 | 0 | 0 | 0 | 1 | 6 | law_enforcement | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 1 | 1 | 2.61 | 0 | 1 | 0 | 1 | 1 | 1 | 4 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 0 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 1 | 1 | 1 | 2 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 168 | 1 | 3 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 5 | 0.7 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 4 | 1 | 0 | 0 | 0 | 2,200 | 3.34 | 1 | 1,436 | 5,645 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 29 | 6 | 5 |
MOBR000333 | INTERPOL Africa Cyberthreat Assessment 2025 | https://www.interpol.int/en/News-and-Events/News/2025/New-INTERPOL-report-warns-of-sharp-rise-in-cybercrime-in-Africa | Zambia | Pletor | compromised_ad_network | government_services_app | Android 13 | Xiaomi | MTN | large_500_2000_usd | 1,154 | monero | 305 | 1 | 1 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | swahili | 168 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | medium | 1 | 1 | 0 | 0 | 1 | 100 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 767 | 0 | 0 | 0 | 1 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2.48 | 1 | 1 | 1 | 1 | 1 | 0 | 5 | 1 | 1 | 1 | 1 | 1 | 0 | 0 | 0 | 1 | 3 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 1 | 2 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 168 | 1 | 2 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 1 | 100 | 2 | 1 | 1 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 4 | 3 | 0 | 0 | 0 | 1,154 | 3.06 | 0 | 0 | 767 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 29 | 14 | -4 |
MOBR004684 | Sophos State of Ransomware 2024 | https://news.sophos.com/en-us/2024/04/30/the-state-of-ransomware-2024/ | South Africa | WhatsAppBizLocker | telegram_channel_apk | mobile_banking | Android 11 | Apple | Ethio_Telecom | very_large_2000_10000_usd | 6,498 | bitcoin | 997 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | swahili | 72 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | micro | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 2,831 | 168 | 1 | 0 | 0 | 1 | 20 | mdm_alert | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 3 | 0 | 1 | 0 | 1 | 0 | 0 | 2 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 2 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 72 | 1 | 2 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 1 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 1 | 1 | 0 | 4 | 4 | 1 | 0 | 0 | 6,498 | 3.81 | 0 | 0 | 2,831 | 168 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 1 | 0 | 0 | 0 | 0 | 14 | 21 | 0 |
MOBR000486 | ESET Threat Report 2024 Android | https://www.welivesecurity.com/ | South Africa | Pletor | whatsapp_message_link | messaging_app | Android 9 | Xiaomi | Safaricom | extortionate_10000_plus | 92,016 | mobile_money | 200 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | local_language | 96 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | none | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 7,980 | 0 | 1 | 0 | 1 | 0 | 0 | undetected | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 1 | 2.3 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 2 | 0 | 1 | 1 | 0 | 1 | 0 | 1 | 1 | 1 | 2 | 1 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 96 | 1 | 2 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 3 | 1 | 0 | 0 | 0 | 92,016 | 4.96 | 0 | 0 | 7,980 | 0 | 1 | 0 | 1 | 1 | 1 | 0 | 0 | 1 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 0 | 0 | 0 | 0 | 1 | 0 | 1 | 0 | 1 | 0 | 0 | 0 | 16 | 6 | -4 |
Part of the Africa Cyber Threat Intelligence collection by electricsheepafrica.
from datasets import load_dataset
dataset = load_dataset("electricsheepafrica/africa-mobile-ransomware")
This dataset models mobile ransomware attacks targeting African mobile device users and businesses. Africa is a mobile-first continent with 615M mobile subscribers and rapidly growing smartphone adoption, yet mobile security awareness and patch deployment lag significantly behind global standards. Mobile banking, mobile money wallets, and business operations increasingly depend on Android devices, making mobile ransomware a high-impact threat vector.
Africa-specific patterns captured:
| Family | Description |
|---|---|
CryCryptor |
File encryption ransomware |
Simplocker |
Screen locker + encryption |
LockerPin |
PIN change lock |
Jisut |
Russian-origin mobile ransomware |
Koler |
Law enforcement impersonation |
Pletor |
Locker ransomware |
Svpeng |
Banking trojan + ransomware |
Fusob |
Police-themed locker |
MalLocker |
Screen overlay locker |
Cerberus |
Banking trojan |
Anubis |
Banking trojan with ransomware |
EventBot |
Credential stealer |
Alien |
Banking trojan |
Hydra |
Banking trojan |
Teabot |
Banking trojan |
Medusa |
Banking trojan |
SharkBot |
Banking trojan |
FluBot |
SMS stealer + ransomware |
TeaBot_variant_africa |
African-targeting variant |
MpendaLocker |
Mobile money targeting |
M-ShwariEncryptor |
M-Shwari banking ransomware |
OPayStealer_Ransom |
OPay wallet targeting |
WhatsAppBizLocker |
WhatsApp Business account lock |
USSDHijack_Ransom |
USSD hijack + ransom |
AfricanAndroidBanker_Ransom |
African banking trojan |
Pegasus_mobile_ransom |
Spyware-ransomware hybrid |
SideloadEncryptor |
Sideload vector encryptor |
AgentSmith_ransom_variant |
Ad fraud + ransomware |
| Vector | Description |
|---|---|
malicious_app_store |
Third-party app stores |
sideloaded_apk_whatsapp |
APK via WhatsApp |
smishing_sms_link |
SMS phishing link |
whatsapp_message_link |
Malicious WhatsApp link |
telegram_channel_apk |
Telegram APK distribution |
fake_update_notification |
Fake system update |
compromised_ad_network |
Malicious ads |
usb_sideloading |
Physical USB sideload |
bluetooth_file_transfer |
Bluetooth file share |
nearby_share_exploit |
Nearby share abuse |
fake_mobile_money_app |
Fake M-Money app |
qr_code_malicious_app |
Malicious QR code |
social_engineering_call |
Voice social engineering |
exploit_kit_drive_by |
Drive-by download |
supply_chain_app_compromise |
Supply chain |
| Column | Type | Description |
|---|---|---|
record_id |
str | Unique identifier |
country |
str | African country (20 countries) |
ransomware_family |
str | Ransomware family |
attack_vector |
str | Infection vector |
target_app_type |
str | Targeted app category |
android_version |
str | Android OS version |
device_brand |
str | Device manufacturer |
mobile_network |
str | Mobile network operator |
ransom_demand_category |
str | Demand size category |
ransom_demand_usd |
int64 | Demand in USD |
payment_method |
str | Payment method |
encrypted_files_count |
int64 | Files encrypted |
contacts_encrypted |
int64 | Contacts encrypted |
photos_encrypted |
int64 | Photos encrypted |
messages_encrypted |
int64 | Messages encrypted |
app_data_encrypted |
int64 | App data encrypted |
sd_card_encrypted |
int64 | SD card encrypted |
cloud_backup_encrypted |
int64 | Cloud backup encrypted |
device_locked_screen |
int64 | Screen locked |
pin_changed |
int64 | PIN changed |
factory_reset_blocked |
int64 | Factory reset blocked |
safe_mode_blocked |
int64 | Safe mode blocked |
accessibility_service_abuse |
int64 | Accessibility abuse |
overlay_attack |
int64 | Overlay attack |
keylogger_active |
int64 | Keylogger active |
credential_harvesting |
int64 | Credential theft |
banking_credential_stolen |
int64 | Banking creds stolen |
mobile_money_pin_stolen |
int64 | M-Money PIN stolen |
cryptocurrency_seed_stolen |
int64 | Crypto seed stolen |
two_factor_codes_intercepted |
int64 | 2FA codes intercepted |
ransom_note_language |
str | Note language |
time_limit_hours |
int64 | Payment deadline |
data_leak_threat |
int64 | Data leak threat |
data_already_exfiltrated |
int64 | Data already stolen |
double_extortion |
int64 | Double extortion |
triple_extortion |
int64 | Triple extortion |
ddos_threat |
int64 | DDoS threat |
contact_list_threat |
int64 | Contact threat |
social_media_shaming_threat |
int64 | Social shaming threat |
fake_law_enforcement_message |
int64 | Fake LE message |
fake_antivirus_ransom |
int64 | Fake AV ransom |
is_business |
int64 | 1 if business user |
is_individual |
int64 | 1 if individual |
business_size |
str | Business size |
is_mobile_money_agent |
int64 | 1 if M-Money agent |
is_business_owner |
int64 | 1 if business owner |
is_government_employee |
int64 | 1 if government |
is_journalist |
int64 | 1 if journalist |
is_hr_professional |
int64 | 1 if HR |
devices_infected_count |
int64 | Devices infected |
google_play_protect_enabled |
int64 | Google Play Protect |
third_party_av_installed |
int64 | Third-party AV |
device_rooted |
int64 | Rooted device |
oem_updates_disabled |
int64 | OEM updates off |
unknown_sources_enabled |
int64 | Unknown sources on |
developer_options_enabled |
int64 | Dev options on |
backup_enabled |
int64 | Backup enabled |
cloud_sync_enabled |
int64 | Cloud sync |
mdm_enrolled |
int64 | MDM enrolled |
biometric_lock |
int64 | Biometric lock |
app_pin_set |
int64 | App PIN set |
os_patch_current |
int64 | Patch current |
security_patch_over_1_year |
int64 | Patch >1yr old |
sideloaded_apps_present |
int64 | Sideloaded apps |
pirated_app_installed |
int64 | Pirated app |
usb_debugging_enabled |
int64 | USB debugging |
data_recovery_possible |
int64 | Recovery possible |
ransom_paid |
int64 | Ransom paid |
ransom_paid_amount |
int64 | Amount paid |
financial_loss_total |
int64 | Total loss |
business_interruption_hours |
int64 | Interruption hours |
reputational_damage |
int64 | Reputational damage |
customer_data_lost |
int64 | Customer data lost |
regulatory_report_required |
int64 | Regulatory report |
detected |
int64 | 1 if detected |
time_to_detect_hours |
int64 | Hours to detection |
detected_by |
str | Detection source |
ransomware_removed |
int64 | 1 if removed |
data_restored_from_backup |
int64 | 1 if restored |
device_factory_reset |
int64 | 1 if reset |
police_report_filed |
int64 | 1 if police report |
bank_account_frozen |
int64 | 1 if bank frozen |
mobile_money_account_blocked |
int64 | 1 if M-Money blocked |
sim_card_replaced |
int64 | 1 if SIM replaced |
label |
int64 | 1 = attack, 0 = legit |
is_synthetic |
int64 | 1 = synthetic data |
| Feature | Description |
|---|---|
total_encryption_score / deep_encryption / full_device_encryption |
Encryption scope |
persistence_score / aggressive_persistence / screen_lock_ransom |
Persistence |
financial_credential_theft / multi_factor_bypass / total_credential_theft |
Credential theft |
extortion_sophistication_score / advanced_extortion / psychological_pressure |
Extortion level |
security_posture_score / vulnerability_score / highly_vulnerable |
Device security |
high_value_target / business_target / mass_infection |
Victim profile |
| Family one-hot (29 families) | family_screen_lock, family_african_variant, etc. |
| Vector one-hot (15 vectors) | vector_app_store, vector_sideload, etc. |
| Target app one-hot (12 apps) | target_mobile_banking, target_mobile_money, etc. |
| Device flags | brand_transsion, android_old, no_updates_brand |
| Regional flags | is_west_africa, high_mobile_money_country |
| Payment method | payment_crypto, payment_mobile_money |
mobile_ransomware_threat_score |
Composite threat severity |
mobile_vulnerability_score |
Device vulnerability score |
mobile_response_effectiveness |
Response effectiveness score |
The following real-world sources informed the synthetic attack samples in this dataset:
@misc{electricsheepafrica2026mobile,
title = {Mobile Ransomware (Africa)},
author = {Electric Sheep Africa},
year = {2026},
howpublished = {\url{https://huggingface.co/datasets/electricsheepafrica/africa-mobile-ransomware}}
}
License: MIT